Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 147 |
| Missing cells | 147 |
| Missing cells (%) | 2.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.4 KiB |
| Average record size in memory | 316.4 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 17 |
| Boolean | 2 |
| Unsupported | 1 |
EmployeeCount has constant value "1.0" | Constant |
Over18 has constant value "True" | Constant |
StandardHours has constant value "80.0" | Constant |
Age is highly overall correlated with TotalWorkingYears | High correlation |
MonthlyIncome is highly overall correlated with TotalWorkingYears and 1 other fields | High correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
TotalWorkingYears is highly overall correlated with Age and 3 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 2 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
Department is highly overall correlated with EducationField and 1 other fields | High correlation |
EducationField is highly overall correlated with Department | High correlation |
JobLevel is highly overall correlated with MonthlyIncome and 2 other fields | High correlation |
JobRole is highly overall correlated with Department and 1 other fields | High correlation |
MaritalStatus is highly overall correlated with StockOptionLevel | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus | High correlation |
Attrition has 147 (100.0%) missing values | Missing |
EmployeeNumber is uniformly distributed | Uniform |
EmployeeNumber has unique values | Unique |
MonthlyRate has unique values | Unique |
Attrition is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
NumCompaniesWorked has 15 (10.2%) zeros | Zeros |
TrainingTimesLastYear has 5 (3.4%) zeros | Zeros |
YearsAtCompany has 3 (2.0%) zeros | Zeros |
YearsInCurrentRole has 15 (10.2%) zeros | Zeros |
YearsSinceLastPromotion has 56 (38.1%) zeros | Zeros |
YearsWithCurrManager has 21 (14.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-15 16:10:29.273488 |
|---|---|
| Analysis finished | 2023-07-15 16:11:38.070725 |
| Duration | 1 minute and 8.8 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
EmployeeNumber
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 147 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100073 |
| Minimum | 100000 |
|---|---|
| Maximum | 100146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 100000 |
|---|---|
| 5-th percentile | 100007.3 |
| Q1 | 100036.5 |
| median | 100073 |
| Q3 | 100109.5 |
| 95-th percentile | 100138.7 |
| Maximum | 100146 |
| Range | 146 |
| Interquartile range (IQR) | 73 |
Descriptive statistics
| Standard deviation | 42.579338 |
|---|---|
| Coefficient of variation (CV) | 0.00042548277 |
| Kurtosis | -1.2 |
| Mean | 100073 |
| Median Absolute Deviation (MAD) | 37 |
| Skewness | 0 |
| Sum | 14710731 |
| Variance | 1813 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100000 | 1 | 0.7% |
| 100110 | 1 | 0.7% |
| 100094 | 1 | 0.7% |
| 100095 | 1 | 0.7% |
| 100096 | 1 | 0.7% |
| 100097 | 1 | 0.7% |
| 100098 | 1 | 0.7% |
| 100099 | 1 | 0.7% |
| 100100 | 1 | 0.7% |
| 100101 | 1 | 0.7% |
| Other values (137) | 137 |
| Value | Count | Frequency (%) |
| 100000 | 1 | |
| 100001 | 1 | |
| 100002 | 1 | |
| 100003 | 1 | |
| 100004 | 1 | |
| 100005 | 1 | |
| 100006 | 1 | |
| 100007 | 1 | |
| 100008 | 1 | |
| 100009 | 1 |
| Value | Count | Frequency (%) |
| 100146 | 1 | |
| 100145 | 1 | |
| 100144 | 1 | |
| 100143 | 1 | |
| 100142 | 1 | |
| 100141 | 1 | |
| 100140 | 1 | |
| 100139 | 1 | |
| 100138 | 1 | |
| 100137 | 1 |
Age
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.619048 |
| Minimum | 19 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 25.3 |
| Q1 | 31 |
| median | 36 |
| Q3 | 43.5 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 41 |
| Interquartile range (IQR) | 12.5 |
Descriptive statistics
| Standard deviation | 8.7861452 |
|---|---|
| Coefficient of variation (CV) | 0.23355576 |
| Kurtosis | -0.39070085 |
| Mean | 37.619048 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.49796963 |
| Sum | 5530 |
| Variance | 77.196347 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 35 | 11 | 7.5% |
| 32 | 9 | 6.1% |
| 37 | 8 | 5.4% |
| 33 | 8 | 5.4% |
| 31 | 8 | 5.4% |
| 42 | 7 | 4.8% |
| 38 | 6 | 4.1% |
| 28 | 6 | 4.1% |
| 36 | 6 | 4.1% |
| 34 | 5 | 3.4% |
| Other values (28) | 73 |
| Value | Count | Frequency (%) |
| 19 | 1 | 0.7% |
| 21 | 1 | 0.7% |
| 23 | 1 | 0.7% |
| 24 | 2 | 1.4% |
| 25 | 3 | |
| 26 | 3 | |
| 27 | 4 | |
| 28 | 6 | |
| 29 | 4 | |
| 30 | 5 |
| Value | Count | Frequency (%) |
| 60 | 1 | 0.7% |
| 59 | 1 | 0.7% |
| 57 | 1 | 0.7% |
| 56 | 2 | 1.4% |
| 55 | 1 | 0.7% |
| 54 | 3 | |
| 53 | 3 | |
| 51 | 3 | |
| 50 | 2 | 1.4% |
| 49 | 5 |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.44898 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1977 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Rarely |
| 4th row | Non-Travel |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 106 | |
| Travel_Frequently | 27 | 18.4% |
| Non-Travel | 14 | 9.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 106 | |
| travel_frequently | 27 | 18.4% |
| non-travel | 14 | 9.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 307 | |
| r | 280 | |
| l | 280 | |
| a | 253 | |
| T | 147 | |
| v | 147 | |
| y | 133 | |
| _ | 133 | |
| R | 106 | 5.4% |
| n | 41 | 2.1% |
| Other values (7) | 150 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1536 | |
| Uppercase Letter | 294 | 14.9% |
| Connector Punctuation | 133 | 6.7% |
| Dash Punctuation | 14 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 307 | |
| r | 280 | |
| l | 280 | |
| a | 253 | |
| v | 147 | |
| y | 133 | |
| n | 41 | 2.7% |
| q | 27 | 1.8% |
| u | 27 | 1.8% |
| t | 27 | 1.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 147 | |
| R | 106 | |
| F | 27 | 9.2% |
| N | 14 | 4.8% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 133 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 14 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1830 | |
| Common | 147 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 307 | |
| r | 280 | |
| l | 280 | |
| a | 253 | |
| T | 147 | |
| v | 147 | |
| y | 133 | |
| R | 106 | 5.8% |
| n | 41 | 2.2% |
| F | 27 | 1.5% |
| Other values (5) | 109 | 6.0% |
Common
| Value | Count | Frequency (%) |
| _ | 133 | |
| - | 14 | 9.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1977 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 307 | |
| r | 280 | |
| l | 280 | |
| a | 253 | |
| T | 147 | |
| v | 147 | |
| y | 133 | |
| _ | 133 | |
| R | 106 | 5.4% |
| n | 41 | 2.1% |
| Other values (7) | 150 |
DailyRate
Real number (ℝ)
| Distinct | 135 |
|---|---|
| Distinct (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 806.11565 |
| Minimum | 117 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 117 |
|---|---|
| 5-th percentile | 170.5 |
| Q1 | 479.5 |
| median | 773 |
| Q3 | 1163 |
| 95-th percentile | 1394.7 |
| Maximum | 1499 |
| Range | 1382 |
| Interquartile range (IQR) | 683.5 |
Descriptive statistics
| Standard deviation | 405.47619 |
|---|---|
| Coefficient of variation (CV) | 0.50300002 |
| Kurtosis | -1.2614206 |
| Mean | 806.11565 |
| Median Absolute Deviation (MAD) | 365 |
| Skewness | -0.027433958 |
| Sum | 118499 |
| Variance | 164410.94 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1395 | 2 | 1.4% |
| 1373 | 2 | 1.4% |
| 303 | 2 | 1.4% |
| 1003 | 2 | 1.4% |
| 381 | 2 | 1.4% |
| 810 | 2 | 1.4% |
| 1147 | 2 | 1.4% |
| 1302 | 2 | 1.4% |
| 1111 | 2 | 1.4% |
| 335 | 2 | 1.4% |
| Other values (125) | 127 |
| Value | Count | Frequency (%) |
| 117 | 1 | |
| 119 | 1 | |
| 120 | 1 | |
| 124 | 1 | |
| 138 | 1 | |
| 142 | 1 | |
| 148 | 1 | |
| 163 | 1 | |
| 188 | 1 | |
| 202 | 1 |
| Value | Count | Frequency (%) |
| 1499 | 1 | |
| 1476 | 1 | |
| 1434 | 1 | |
| 1401 | 1 | |
| 1400 | 1 | |
| 1396 | 1 | |
| 1395 | 2 | |
| 1394 | 1 | |
| 1392 | 1 | |
| 1381 | 1 |
Department
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 6 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 17.088435 |
| Min length | 5 |
Characters and Unicode
| Total characters | 2512 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Research & Development |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Sales |
| 4th row | Sales |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 101 | |
| Sales | 40 | 27.2% |
| Human Resources | 6 | 4.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 101 | |
| 101 | ||
| development | 101 | |
| sales | 40 | 11.3% |
| human | 6 | 1.7% |
| resources | 6 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 557 | |
| 208 | 8.3% | |
| s | 153 | 6.1% |
| a | 147 | 5.9% |
| l | 141 | 5.6% |
| R | 107 | 4.3% |
| r | 107 | 4.3% |
| c | 107 | 4.3% |
| n | 107 | 4.3% |
| m | 107 | 4.3% |
| Other values (10) | 771 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1949 | |
| Uppercase Letter | 254 | 10.1% |
| Space Separator | 208 | 8.3% |
| Other Punctuation | 101 | 4.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 557 | |
| s | 153 | 7.9% |
| a | 147 | 7.5% |
| l | 141 | 7.2% |
| r | 107 | 5.5% |
| c | 107 | 5.5% |
| n | 107 | 5.5% |
| m | 107 | 5.5% |
| o | 107 | 5.5% |
| p | 101 | 5.2% |
| Other values (4) | 315 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 107 | |
| D | 101 | |
| S | 40 | 15.7% |
| H | 6 | 2.4% |
Space Separator
| Value | Count | Frequency (%) |
| 208 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 101 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2203 | |
| Common | 309 | 12.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 557 | |
| s | 153 | 6.9% |
| a | 147 | 6.7% |
| l | 141 | 6.4% |
| R | 107 | 4.9% |
| r | 107 | 4.9% |
| c | 107 | 4.9% |
| n | 107 | 4.9% |
| m | 107 | 4.9% |
| o | 107 | 4.9% |
| Other values (8) | 563 |
Common
| Value | Count | Frequency (%) |
| 208 | ||
| & | 101 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2512 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 557 | |
| 208 | 8.3% | |
| s | 153 | 6.1% |
| a | 147 | 5.9% |
| l | 141 | 5.6% |
| R | 107 | 4.3% |
| r | 107 | 4.3% |
| c | 107 | 4.3% |
| n | 107 | 4.3% |
| m | 107 | 4.3% |
| Other values (10) | 771 |
DistanceFromHome
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.7619048 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.5 |
| median | 8 |
| Q3 | 15 |
| 95-th percentile | 27 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12.5 |
Descriptive statistics
| Standard deviation | 8.4125911 |
|---|---|
| Coefficient of variation (CV) | 0.86177763 |
| Kurtosis | -0.49794123 |
| Mean | 9.7619048 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.89876131 |
| Sum | 1435 |
| Variance | 70.771689 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 2 | 23 | |
| 1 | 14 | 9.5% |
| 8 | 11 | 7.5% |
| 3 | 10 | 6.8% |
| 10 | 10 | 6.8% |
| 9 | 9 | 6.1% |
| 7 | 8 | 5.4% |
| 5 | 7 | 4.8% |
| 27 | 6 | 4.1% |
| 4 | 6 | 4.1% |
| Other values (16) | 43 |
| Value | Count | Frequency (%) |
| 1 | 14 | |
| 2 | 23 | |
| 3 | 10 | |
| 4 | 6 | 4.1% |
| 5 | 7 | 4.8% |
| 6 | 5 | 3.4% |
| 7 | 8 | 5.4% |
| 8 | 11 | |
| 9 | 9 | 6.1% |
| 10 | 10 |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.7% |
| 28 | 2 | 1.4% |
| 27 | 6 | |
| 25 | 4 | |
| 24 | 6 | |
| 23 | 5 | |
| 22 | 2 | 1.4% |
| 20 | 3 | |
| 19 | 1 | 0.7% |
| 18 | 1 | 0.7% |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 | |
| 5.0 | 5 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 1.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 65 | |
| 4.0 | 41 | |
| 2.0 | 21 | 14.3% |
| 1.0 | 15 | 10.2% |
| 5.0 | 5 | 3.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 65 | |
| 4.0 | 41 | |
| 2.0 | 21 | 14.3% |
| 1.0 | 15 | 10.2% |
| 5.0 | 5 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 65 | |
| 4 | 41 | 9.3% |
| 2 | 21 | 4.8% |
| 1 | 15 | 3.4% |
| 5 | 5 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 147 | |
| 3 | 65 | |
| 4 | 41 | 13.9% |
| 2 | 21 | 7.1% |
| 1 | 15 | 5.1% |
| 5 | 5 | 1.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 65 | |
| 4 | 41 | 9.3% |
| 2 | 21 | 4.8% |
| 1 | 15 | 3.4% |
| 5 | 5 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 65 | |
| 4 | 41 | 9.3% |
| 2 | 21 | 4.8% |
| 1 | 15 | 3.4% |
| 5 | 5 | 1.1% |
EducationField
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| Medical | |
|---|---|
| Life Sciences | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.095238 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1484 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medical |
|---|---|
| 2nd row | Life Sciences |
| 3rd row | Medical |
| 4th row | Medical |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| Medical | 56 | |
| Life Sciences | 55 | |
| Marketing | 14 | 9.5% |
| Technical Degree | 11 | 7.5% |
| Other | 9 | 6.1% |
| Human Resources | 2 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| medical | 56 | |
| life | 55 | |
| sciences | 55 | |
| marketing | 14 | 6.5% |
| technical | 11 | 5.1% |
| degree | 11 | 5.1% |
| other | 9 | 4.2% |
| human | 2 | 0.9% |
| resources | 2 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 292 | |
| i | 191 | |
| c | 190 | |
| a | 83 | 5.6% |
| n | 82 | 5.5% |
| M | 70 | 4.7% |
| 68 | 4.6% | |
| l | 67 | 4.5% |
| s | 59 | 4.0% |
| d | 56 | 3.8% |
| Other values (16) | 326 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1201 | |
| Uppercase Letter | 215 | 14.5% |
| Space Separator | 68 | 4.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 292 | |
| i | 191 | |
| c | 190 | |
| a | 83 | 6.9% |
| n | 82 | 6.8% |
| l | 67 | 5.6% |
| s | 59 | 4.9% |
| d | 56 | 4.7% |
| f | 55 | 4.6% |
| r | 36 | 3.0% |
| Other values (7) | 90 | 7.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 70 | |
| L | 55 | |
| S | 55 | |
| T | 11 | 5.1% |
| D | 11 | 5.1% |
| O | 9 | 4.2% |
| H | 2 | 0.9% |
| R | 2 | 0.9% |
Space Separator
| Value | Count | Frequency (%) |
| 68 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1416 | |
| Common | 68 | 4.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 292 | |
| i | 191 | |
| c | 190 | |
| a | 83 | 5.9% |
| n | 82 | 5.8% |
| M | 70 | 4.9% |
| l | 67 | 4.7% |
| s | 59 | 4.2% |
| d | 56 | 4.0% |
| L | 55 | 3.9% |
| Other values (15) | 271 |
Common
| Value | Count | Frequency (%) |
| 68 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1484 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 292 | |
| i | 191 | |
| c | 190 | |
| a | 83 | 5.6% |
| n | 82 | 5.5% |
| M | 70 | 4.7% |
| 68 | 4.6% | |
| l | 67 | 4.5% |
| s | 59 | 4.0% |
| d | 56 | 3.8% |
| Other values (16) | 326 |
EmployeeCount
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 147 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 147 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 147 | |
| . | 147 | |
| 0 | 147 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 147 | |
| 0 | 147 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 147 | |
| . | 147 | |
| 0 | 147 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 147 | |
| . | 147 | |
| 0 | 147 |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 4.0 |
| 4th row | 1.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 46 | |
| 4.0 | 45 | |
| 1.0 | 32 | |
| 2.0 | 24 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 46 | |
| 4.0 | 45 | |
| 1.0 | 32 | |
| 2.0 | 24 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 46 | 10.4% |
| 4 | 45 | 10.2% |
| 1 | 32 | 7.3% |
| 2 | 24 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 147 | |
| 3 | 46 | 15.6% |
| 4 | 45 | 15.3% |
| 1 | 32 | 10.9% |
| 2 | 24 | 8.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 46 | 10.4% |
| 4 | 45 | 10.2% |
| 1 | 32 | 7.3% |
| 2 | 24 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 46 | 10.4% |
| 4 | 45 | 10.2% |
| 1 | 32 | 7.3% |
| 2 | 24 | 5.4% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.829932 |
| Min length | 4 |
Characters and Unicode
| Total characters | 710 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 86 | |
| Female | 61 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 86 | |
| female | 61 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 208 | |
| a | 147 | |
| l | 147 | |
| M | 86 | |
| F | 61 | 8.6% |
| m | 61 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 563 | |
| Uppercase Letter | 147 | 20.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 208 | |
| a | 147 | |
| l | 147 | |
| m | 61 | 10.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 86 | |
| F | 61 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 710 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 208 | |
| a | 147 | |
| l | 147 | |
| M | 86 | |
| F | 61 | 8.6% |
| m | 61 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 710 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 208 | |
| a | 147 | |
| l | 147 | |
| M | 86 | |
| F | 61 | 8.6% |
| m | 61 | 8.6% |
HourlyRate
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 41.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.238095 |
| Minimum | 30 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 48.5 |
| median | 64 |
| Q3 | 80 |
| 95-th percentile | 95.7 |
| Maximum | 99 |
| Range | 69 |
| Interquartile range (IQR) | 31.5 |
Descriptive statistics
| Standard deviation | 19.640723 |
|---|---|
| Coefficient of variation (CV) | 0.30574883 |
| Kurtosis | -1.1079386 |
| Mean | 64.238095 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.037297134 |
| Sum | 9443 |
| Variance | 385.75799 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 68 | 5 | 3.4% |
| 83 | 5 | 3.4% |
| 56 | 4 | 2.7% |
| 35 | 4 | 2.7% |
| 51 | 4 | 2.7% |
| 48 | 4 | 2.7% |
| 77 | 4 | 2.7% |
| 42 | 4 | 2.7% |
| 74 | 4 | 2.7% |
| 98 | 3 | 2.0% |
| Other values (51) | 106 |
| Value | Count | Frequency (%) |
| 30 | 2 | |
| 31 | 3 | |
| 32 | 1 | 0.7% |
| 34 | 3 | |
| 35 | 4 | |
| 37 | 3 | |
| 38 | 2 | |
| 39 | 2 | |
| 40 | 1 | 0.7% |
| 42 | 4 |
| Value | Count | Frequency (%) |
| 99 | 2 | |
| 98 | 3 | |
| 97 | 1 | 0.7% |
| 96 | 2 | |
| 95 | 2 | |
| 94 | 1 | 0.7% |
| 93 | 3 | |
| 92 | 3 | |
| 91 | 2 | |
| 89 | 3 |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 1.0 | |
| 4.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 89 | |
| 2.0 | 33 | 22.4% |
| 1.0 | 13 | 8.8% |
| 4.0 | 12 | 8.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 89 | |
| 2.0 | 33 | 22.4% |
| 1.0 | 13 | 8.8% |
| 4.0 | 12 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 89 | |
| 2 | 33 | 7.5% |
| 1 | 13 | 2.9% |
| 4 | 12 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 147 | |
| 3 | 89 | |
| 2 | 33 | 11.2% |
| 1 | 13 | 4.4% |
| 4 | 12 | 4.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 89 | |
| 2 | 33 | 7.5% |
| 1 | 13 | 2.9% |
| 4 | 12 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 89 | |
| 2 | 33 | 7.5% |
| 1 | 13 | 2.9% |
| 4 | 12 | 2.7% |
JobLevel
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 2.0 | |
|---|---|
| 1.0 | |
| 3.0 | |
| 4.0 | |
| 5.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 2.0 |
| 4th row | 3.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 58 | |
| 1.0 | 50 | |
| 3.0 | 19 | 12.9% |
| 4.0 | 13 | 8.8% |
| 5.0 | 7 | 4.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 58 | |
| 1.0 | 50 | |
| 3.0 | 19 | 12.9% |
| 4.0 | 13 | 8.8% |
| 5.0 | 7 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 2 | 58 | 13.2% |
| 1 | 50 | 11.3% |
| 3 | 19 | 4.3% |
| 4 | 13 | 2.9% |
| 5 | 7 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 147 | |
| 2 | 58 | 19.7% |
| 1 | 50 | 17.0% |
| 3 | 19 | 6.5% |
| 4 | 13 | 4.4% |
| 5 | 7 | 2.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 2 | 58 | 13.2% |
| 1 | 50 | 11.3% |
| 3 | 19 | 4.3% |
| 4 | 13 | 2.9% |
| 5 | 7 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 2 | 58 | 13.2% |
| 1 | 50 | 11.3% |
| 3 | 19 | 4.3% |
| 4 | 13 | 2.9% |
| 5 | 7 | 1.6% |
JobRole
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 17.843537 |
| Min length | 7 |
Characters and Unicode
| Total characters | 2623 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Research Scientist |
|---|---|
| 2nd row | Research Scientist |
| 3rd row | Sales Executive |
| 4th row | Sales Executive |
| 5th row | Research Scientist |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 33 | |
| Research Scientist | 30 | |
| Laboratory Technician | 26 | |
| Manufacturing Director | 13 | 8.8% |
| Healthcare Representative | 13 | 8.8% |
| Manager | 12 | 8.2% |
| Research Director | 11 | 7.5% |
| Sales Representative | 5 | 3.4% |
| Human Resources | 4 | 2.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 41 | |
| sales | 38 | |
| executive | 33 | |
| scientist | 30 | |
| laboratory | 26 | |
| technician | 26 | |
| director | 24 | |
| representative | 18 | |
| manufacturing | 13 | 4.6% |
| healthcare | 13 | 4.6% |
| Other values (3) | 20 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 384 | |
| a | 255 | 9.7% |
| c | 210 | 8.0% |
| t | 205 | 7.8% |
| r | 201 | 7.7% |
| i | 200 | 7.6% |
| n | 142 | 5.4% |
| s | 135 | 5.1% |
| 135 | 5.1% | |
| o | 80 | 3.0% |
| Other values (19) | 676 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2206 | |
| Uppercase Letter | 282 | 10.8% |
| Space Separator | 135 | 5.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 384 | |
| a | 255 | |
| c | 210 | |
| t | 205 | |
| r | 201 | |
| i | 200 | |
| n | 142 | 6.4% |
| s | 135 | 6.1% |
| o | 80 | 3.6% |
| h | 80 | 3.6% |
| Other values (10) | 314 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 68 | |
| R | 63 | |
| E | 33 | |
| T | 26 | 9.2% |
| L | 26 | 9.2% |
| M | 25 | 8.9% |
| D | 24 | 8.5% |
| H | 17 | 6.0% |
Space Separator
| Value | Count | Frequency (%) |
| 135 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2488 | |
| Common | 135 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 384 | |
| a | 255 | |
| c | 210 | 8.4% |
| t | 205 | 8.2% |
| r | 201 | 8.1% |
| i | 200 | 8.0% |
| n | 142 | 5.7% |
| s | 135 | 5.4% |
| o | 80 | 3.2% |
| h | 80 | 3.2% |
| Other values (18) | 596 |
Common
| Value | Count | Frequency (%) |
| 135 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2623 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 384 | |
| a | 255 | 9.7% |
| c | 210 | 8.0% |
| t | 205 | 7.8% |
| r | 201 | 7.7% |
| i | 200 | 7.6% |
| n | 142 | 5.4% |
| s | 135 | 5.1% |
| 135 | 5.1% | |
| o | 80 | 3.0% |
| Other values (19) | 676 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 4.0 | |
|---|---|
| 3.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 3.0 |
| 4th row | 2.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 51 | |
| 3.0 | 43 | |
| 1.0 | 30 | |
| 2.0 | 23 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 51 | |
| 3.0 | 43 | |
| 1.0 | 30 | |
| 2.0 | 23 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 4 | 51 | 11.6% |
| 3 | 43 | 9.8% |
| 1 | 30 | 6.8% |
| 2 | 23 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 147 | |
| 4 | 51 | 17.3% |
| 3 | 43 | 14.6% |
| 1 | 30 | 10.2% |
| 2 | 23 | 7.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 4 | 51 | 11.6% |
| 3 | 43 | 9.8% |
| 1 | 30 | 6.8% |
| 2 | 23 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 4 | 51 | 11.6% |
| 3 | 43 | 9.8% |
| 1 | 30 | 6.8% |
| 2 | 23 | 5.2% |
MaritalStatus
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8639456 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1009 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Divorced |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 69 | |
| Single | 49 | |
| Divorced | 29 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 69 | |
| single | 49 | |
| divorced | 29 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 167 | |
| i | 147 | |
| e | 147 | |
| d | 98 | |
| M | 69 | |
| a | 69 | |
| S | 49 | 4.9% |
| n | 49 | 4.9% |
| g | 49 | 4.9% |
| l | 49 | 4.9% |
| Other values (4) | 116 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 862 | |
| Uppercase Letter | 147 | 14.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 167 | |
| i | 147 | |
| e | 147 | |
| d | 98 | |
| a | 69 | |
| n | 49 | 5.7% |
| g | 49 | 5.7% |
| l | 49 | 5.7% |
| v | 29 | 3.4% |
| o | 29 | 3.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 69 | |
| S | 49 | |
| D | 29 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1009 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 167 | |
| i | 147 | |
| e | 147 | |
| d | 98 | |
| M | 69 | |
| a | 69 | |
| S | 49 | 4.9% |
| n | 49 | 4.9% |
| g | 49 | 4.9% |
| l | 49 | 4.9% |
| Other values (4) | 116 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1009 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 167 | |
| i | 147 | |
| e | 147 | |
| d | 98 | |
| M | 69 | |
| a | 69 | |
| S | 49 | 4.9% |
| n | 49 | 4.9% |
| g | 49 | 4.9% |
| l | 49 | 4.9% |
| Other values (4) | 116 |
MonthlyIncome
Real number (ℝ)
| Distinct | 146 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6914.1837 |
| Minimum | 1102 |
|---|---|
| Maximum | 19943 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 1102 |
|---|---|
| 5-th percentile | 2143.5 |
| Q1 | 3135.5 |
| median | 5154 |
| Q3 | 9625 |
| 95-th percentile | 17794.4 |
| Maximum | 19943 |
| Range | 18841 |
| Interquartile range (IQR) | 6489.5 |
Descriptive statistics
| Standard deviation | 4960.3142 |
|---|---|
| Coefficient of variation (CV) | 0.71741141 |
| Kurtosis | 0.33407357 |
| Mean | 6914.1837 |
| Median Absolute Deviation (MAD) | 2458 |
| Skewness | 1.1871549 |
| Sum | 1016385 |
| Variance | 24604717 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2610 | 2 | 1.4% |
| 2559 | 1 | 0.7% |
| 2613 | 1 | 0.7% |
| 6380 | 1 | 0.7% |
| 5175 | 1 | 0.7% |
| 6500 | 1 | 0.7% |
| 10266 | 1 | 0.7% |
| 2235 | 1 | 0.7% |
| 6077 | 1 | 0.7% |
| 8103 | 1 | 0.7% |
| Other values (136) | 136 |
| Value | Count | Frequency (%) |
| 1102 | 1 | |
| 1261 | 1 | |
| 2011 | 1 | |
| 2073 | 1 | |
| 2090 | 1 | |
| 2096 | 1 | |
| 2097 | 1 | |
| 2133 | 1 | |
| 2168 | 1 | |
| 2231 | 1 |
| Value | Count | Frequency (%) |
| 19943 | 1 | |
| 19859 | 1 | |
| 19847 | 1 | |
| 18880 | 1 | |
| 18665 | 1 | |
| 18606 | 1 | |
| 18265 | 1 | |
| 17861 | 1 | |
| 17639 | 1 | |
| 17426 | 1 |
MonthlyRate
Real number (ℝ)
| Distinct | 147 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14563.449 |
| Minimum | 2104 |
|---|---|
| Maximum | 26933 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 2104 |
|---|---|
| 5-th percentile | 2966.6 |
| Q1 | 8889.5 |
| median | 15146 |
| Q3 | 20470.5 |
| 95-th percentile | 25234 |
| Maximum | 26933 |
| Range | 24829 |
| Interquartile range (IQR) | 11581 |
Descriptive statistics
| Standard deviation | 7003.8401 |
|---|---|
| Coefficient of variation (CV) | 0.48091906 |
| Kurtosis | -1.1128955 |
| Mean | 14563.449 |
| Median Absolute Deviation (MAD) | 5905 |
| Skewness | -0.086662918 |
| Sum | 2140827 |
| Variance | 49053776 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17852 | 1 | 0.7% |
| 12066 | 1 | 0.7% |
| 9541 | 1 | 0.7% |
| 6110 | 1 | 0.7% |
| 22162 | 1 | 0.7% |
| 13305 | 1 | 0.7% |
| 2845 | 1 | 0.7% |
| 6233 | 1 | 0.7% |
| 14377 | 1 | 0.7% |
| 14814 | 1 | 0.7% |
| Other values (137) | 137 |
| Value | Count | Frequency (%) |
| 2104 | 1 | |
| 2288 | 1 | |
| 2338 | 1 | |
| 2396 | 1 | |
| 2561 | 1 | |
| 2689 | 1 | |
| 2845 | 1 | |
| 2939 | 1 | |
| 3031 | 1 | |
| 3458 | 1 |
| Value | Count | Frequency (%) |
| 26933 | 1 | |
| 26342 | 1 | |
| 26009 | 1 | |
| 25995 | 1 | |
| 25952 | 1 | |
| 25594 | 1 | |
| 25275 | 1 | |
| 25258 | 1 | |
| 25178 | 1 | |
| 24941 | 1 |
NumCompaniesWorked
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8095238 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 15 |
| Zeros (%) | 10.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.3852668 |
|---|---|
| Coefficient of variation (CV) | 0.84899327 |
| Kurtosis | 0.029483767 |
| Mean | 2.8095238 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.94437088 |
| Sum | 413 |
| Variance | 5.6894977 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 49 | |
| 4 | 18 | 12.2% |
| 2 | 17 | 11.6% |
| 3 | 16 | 10.9% |
| 0 | 15 | 10.2% |
| 5 | 10 | 6.8% |
| 6 | 8 | 5.4% |
| 8 | 6 | 4.1% |
| 7 | 4 | 2.7% |
| 9 | 4 | 2.7% |
| Value | Count | Frequency (%) |
| 0 | 15 | 10.2% |
| 1 | 49 | |
| 2 | 17 | 11.6% |
| 3 | 16 | 10.9% |
| 4 | 18 | 12.2% |
| 5 | 10 | 6.8% |
| 6 | 8 | 5.4% |
| 7 | 4 | 2.7% |
| 8 | 6 | 4.1% |
| 9 | 4 | 2.7% |
| Value | Count | Frequency (%) |
| 9 | 4 | 2.7% |
| 8 | 6 | 4.1% |
| 7 | 4 | 2.7% |
| 6 | 8 | 5.4% |
| 5 | 10 | 6.8% |
| 4 | 18 | 12.2% |
| 3 | 16 | 10.9% |
| 2 | 17 | 11.6% |
| 1 | 49 | |
| 0 | 15 | 10.2% |
Over18
Boolean
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 KiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 147 |
OverTime
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 97 | |
| True | 50 |
PercentSalaryHike
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.877551 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12.5 |
| median | 15 |
| Q3 | 19 |
| 95-th percentile | 24 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6.5 |
Descriptive statistics
| Standard deviation | 4.1079575 |
|---|---|
| Coefficient of variation (CV) | 0.2587274 |
| Kurtosis | -0.67117256 |
| Mean | 15.877551 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.70249529 |
| Sum | 2334 |
| Variance | 16.875315 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 12 | 21 | |
| 13 | 20 | |
| 11 | 16 | |
| 14 | 16 | |
| 18 | 11 | |
| 15 | 10 | |
| 16 | 9 | 6.1% |
| 22 | 8 | 5.4% |
| 19 | 7 | 4.8% |
| 20 | 6 | 4.1% |
| Other values (5) | 23 |
| Value | Count | Frequency (%) |
| 11 | 16 | |
| 12 | 21 | |
| 13 | 20 | |
| 14 | 16 | |
| 15 | 10 | |
| 16 | 9 | |
| 17 | 6 | 4.1% |
| 18 | 11 | |
| 19 | 7 | 4.8% |
| 20 | 6 | 4.1% |
| Value | Count | Frequency (%) |
| 25 | 4 | 2.7% |
| 24 | 6 | |
| 23 | 4 | 2.7% |
| 22 | 8 | |
| 21 | 3 | 2.0% |
| 20 | 6 | |
| 19 | 7 | |
| 18 | 11 | |
| 17 | 6 | |
| 16 | 9 |
PerformanceRating
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 3.0 | |
|---|---|
| 4.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 116 | |
| 4.0 | 31 | 21.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 116 | |
| 4.0 | 31 | 21.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 116 | |
| 4 | 31 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 147 | |
| 3 | 116 | |
| 4 | 31 | 10.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 116 | |
| 4 | 31 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 116 | |
| 4 | 31 | 7.0% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 3.0 |
| 4th row | 4.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 47 | |
| 4.0 | 45 | |
| 1.0 | 31 | |
| 2.0 | 24 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 47 | |
| 4.0 | 45 | |
| 1.0 | 31 | |
| 2.0 | 24 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 47 | 10.7% |
| 4 | 45 | 10.2% |
| 1 | 31 | 7.0% |
| 2 | 24 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 147 | |
| 3 | 47 | 16.0% |
| 4 | 45 | 15.3% |
| 1 | 31 | 10.5% |
| 2 | 24 | 8.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 47 | 10.7% |
| 4 | 45 | 10.2% |
| 1 | 31 | 7.0% |
| 2 | 24 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 47 | 10.7% |
| 4 | 45 | 10.2% |
| 1 | 31 | 7.0% |
| 2 | 24 | 5.4% |
StandardHours
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 80.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 588 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 80.0 |
|---|---|
| 2nd row | 80.0 |
| 3rd row | 80.0 |
| 4th row | 80.0 |
| 5th row | 80.0 |
Common Values
| Value | Count | Frequency (%) |
| 80.0 | 147 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 80.0 | 147 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 294 | |
| 8 | 147 | |
| . | 147 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 441 | |
| Other Punctuation | 147 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 294 | |
| 8 | 147 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 588 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 294 | |
| 8 | 147 | |
| . | 147 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 588 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 294 | |
| 8 | 147 | |
| . | 147 |
StockOptionLevel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | |
| 3.0 | 6 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 2.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 68 | |
| 1.0 | 57 | |
| 2.0 | 16 | 10.9% |
| 3.0 | 6 | 4.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 68 | |
| 1.0 | 57 | |
| 2.0 | 16 | 10.9% |
| 3.0 | 6 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 215 | |
| . | 147 | |
| 1 | 57 | 12.9% |
| 2 | 16 | 3.6% |
| 3 | 6 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 215 | |
| 1 | 57 | 19.4% |
| 2 | 16 | 5.4% |
| 3 | 6 | 2.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 215 | |
| . | 147 | |
| 1 | 57 | 12.9% |
| 2 | 16 | 3.6% |
| 3 | 6 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 215 | |
| . | 147 | |
| 1 | 57 | 12.9% |
| 2 | 16 | 3.6% |
| 3 | 6 | 1.4% |
TotalWorkingYears
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 21.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.612245 |
| Minimum | 1 |
|---|---|
| Maximum | 36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.3 |
| Q1 | 6 |
| median | 10 |
| Q3 | 17 |
| 95-th percentile | 26 |
| Maximum | 36 |
| Range | 35 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.4571369 |
|---|---|
| Coefficient of variation (CV) | 0.64217875 |
| Kurtosis | 0.37093514 |
| Mean | 11.612245 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.91738102 |
| Sum | 1707 |
| Variance | 55.60889 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 10 | 22 | |
| 8 | 12 | 8.2% |
| 4 | 12 | 8.2% |
| 6 | 10 | 6.8% |
| 9 | 10 | 6.8% |
| 7 | 8 | 5.4% |
| 17 | 7 | 4.8% |
| 3 | 6 | 4.1% |
| 16 | 6 | 4.1% |
| 21 | 5 | 3.4% |
| Other values (21) | 49 |
| Value | Count | Frequency (%) |
| 1 | 5 | 3.4% |
| 2 | 3 | 2.0% |
| 3 | 6 | 4.1% |
| 4 | 12 | |
| 5 | 3 | 2.0% |
| 6 | 10 | |
| 7 | 8 | 5.4% |
| 8 | 12 | |
| 9 | 10 | |
| 10 | 22 |
| Value | Count | Frequency (%) |
| 36 | 1 | 0.7% |
| 33 | 1 | 0.7% |
| 31 | 1 | 0.7% |
| 30 | 1 | 0.7% |
| 28 | 2 | |
| 26 | 3 | |
| 25 | 1 | 0.7% |
| 24 | 2 | |
| 23 | 1 | 0.7% |
| 22 | 3 |
TrainingTimesLastYear
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9727891 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 5 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3993422 |
|---|---|
| Coefficient of variation (CV) | 0.47071694 |
| Kurtosis | 0.03272992 |
| Mean | 2.9727891 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.52035578 |
| Sum | 437 |
| Variance | 1.9581586 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 3 | 50 | |
| 2 | 50 | |
| 5 | 17 | 11.6% |
| 6 | 10 | 6.8% |
| 4 | 9 | 6.1% |
| 1 | 6 | 4.1% |
| 0 | 5 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 5 | 3.4% |
| 1 | 6 | 4.1% |
| 2 | 50 | |
| 3 | 50 | |
| 4 | 9 | 6.1% |
| 5 | 17 | 11.6% |
| 6 | 10 | 6.8% |
| Value | Count | Frequency (%) |
| 6 | 10 | 6.8% |
| 5 | 17 | 11.6% |
| 4 | 9 | 6.1% |
| 3 | 50 | |
| 2 | 50 | |
| 1 | 6 | 4.1% |
| 0 | 5 | 3.4% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 441 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 82 | |
| 2.0 | 37 | |
| 4.0 | 17 | 11.6% |
| 1.0 | 11 | 7.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 82 | |
| 2.0 | 37 | |
| 4.0 | 17 | 11.6% |
| 1.0 | 11 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 82 | |
| 2 | 37 | 8.4% |
| 4 | 17 | 3.9% |
| 1 | 11 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 294 | |
| Other Punctuation | 147 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 147 | |
| 3 | 82 | |
| 2 | 37 | 12.6% |
| 4 | 17 | 5.8% |
| 1 | 11 | 3.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 441 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 82 | |
| 2 | 37 | 8.4% |
| 4 | 17 | 3.9% |
| 1 | 11 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 147 | |
| 0 | 147 | |
| 3 | 82 | |
| 2 | 37 | 8.4% |
| 4 | 17 | 3.9% |
| 1 | 11 | 2.5% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 22 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.829932 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 3 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.4148124 |
|---|---|
| Coefficient of variation (CV) | 0.7928062 |
| Kurtosis | 2.2715387 |
| Mean | 6.829932 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.5125811 |
| Sum | 1004 |
| Variance | 29.320194 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 5 | 22 | |
| 3 | 18 | |
| 7 | 13 | |
| 2 | 12 | |
| 4 | 12 | |
| 10 | 11 | |
| 1 | 11 | |
| 6 | 9 | 6.1% |
| 8 | 9 | 6.1% |
| 9 | 6 | 4.1% |
| Other values (12) | 24 |
| Value | Count | Frequency (%) |
| 0 | 3 | 2.0% |
| 1 | 11 | |
| 2 | 12 | |
| 3 | 18 | |
| 4 | 12 | |
| 5 | 22 | |
| 6 | 9 | |
| 7 | 13 | |
| 8 | 9 | |
| 9 | 6 | 4.1% |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.7% |
| 22 | 1 | 0.7% |
| 21 | 2 | 1.4% |
| 20 | 5 | |
| 19 | 1 | 0.7% |
| 18 | 2 | 1.4% |
| 16 | 2 | 1.4% |
| 15 | 2 | 1.4% |
| 14 | 2 | 1.4% |
| 13 | 2 | 1.4% |
YearsInCurrentRole
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.414966 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 15 |
| Zeros (%) | 10.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10.7 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.3878177 |
|---|---|
| Coefficient of variation (CV) | 0.76734854 |
| Kurtosis | 0.26713421 |
| Mean | 4.414966 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.81512377 |
| Sum | 649 |
| Variance | 11.477309 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 2 | 40 | |
| 7 | 32 | |
| 3 | 15 | 10.2% |
| 0 | 15 | 10.2% |
| 4 | 9 | 6.1% |
| 1 | 7 | 4.8% |
| 5 | 6 | 4.1% |
| 8 | 6 | 4.1% |
| 9 | 4 | 2.7% |
| 11 | 3 | 2.0% |
| Other values (6) | 10 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 15 | 10.2% |
| 1 | 7 | 4.8% |
| 2 | 40 | |
| 3 | 15 | 10.2% |
| 4 | 9 | 6.1% |
| 5 | 6 | 4.1% |
| 6 | 2 | 1.4% |
| 7 | 32 | |
| 8 | 6 | 4.1% |
| 9 | 4 | 2.7% |
| Value | Count | Frequency (%) |
| 16 | 1 | 0.7% |
| 14 | 1 | 0.7% |
| 13 | 2 | 1.4% |
| 12 | 1 | 0.7% |
| 11 | 3 | 2.0% |
| 10 | 3 | 2.0% |
| 9 | 4 | 2.7% |
| 8 | 6 | 4.1% |
| 7 | 32 | |
| 6 | 2 | 1.4% |
YearsSinceLastPromotion
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0952381 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 56 |
| Zeros (%) | 38.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2.5 |
| 95-th percentile | 8 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 2.9778482 |
|---|---|
| Coefficient of variation (CV) | 1.4212457 |
| Kurtosis | 3.6894507 |
| Mean | 2.0952381 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9416844 |
| Sum | 308 |
| Variance | 8.8675799 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 1 | 37 | |
| 2 | 17 | 11.6% |
| 7 | 10 | 6.8% |
| 3 | 7 | 4.8% |
| 4 | 5 | 3.4% |
| 5 | 4 | 2.7% |
| 11 | 3 | 2.0% |
| 8 | 3 | 2.0% |
| 6 | 2 | 1.4% |
| Other values (3) | 3 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 1 | 37 | |
| 2 | 17 | 11.6% |
| 3 | 7 | 4.8% |
| 4 | 5 | 3.4% |
| 5 | 4 | 2.7% |
| 6 | 2 | 1.4% |
| 7 | 10 | 6.8% |
| 8 | 3 | 2.0% |
| 9 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 15 | 1 | 0.7% |
| 13 | 1 | 0.7% |
| 11 | 3 | 2.0% |
| 9 | 1 | 0.7% |
| 8 | 3 | 2.0% |
| 7 | 10 | |
| 6 | 2 | 1.4% |
| 5 | 4 | 2.7% |
| 4 | 5 | |
| 3 | 7 |
YearsWithCurrManager
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1292517 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 21 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.3109865 |
|---|---|
| Coefficient of variation (CV) | 0.80183693 |
| Kurtosis | -0.48346777 |
| Mean | 4.1292517 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.62978518 |
| Sum | 607 |
| Variance | 10.962632 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 2 | 40 | |
| 7 | 30 | |
| 0 | 21 | |
| 3 | 11 | 7.5% |
| 4 | 10 | 6.8% |
| 1 | 8 | 5.4% |
| 8 | 7 | 4.8% |
| 9 | 6 | 4.1% |
| 5 | 5 | 3.4% |
| 10 | 4 | 2.7% |
| Other values (4) | 5 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 21 | |
| 1 | 8 | 5.4% |
| 2 | 40 | |
| 3 | 11 | 7.5% |
| 4 | 10 | 6.8% |
| 5 | 5 | 3.4% |
| 7 | 30 | |
| 8 | 7 | 4.8% |
| 9 | 6 | 4.1% |
| 10 | 4 | 2.7% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.7% |
| 13 | 1 | 0.7% |
| 12 | 1 | 0.7% |
| 11 | 2 | 1.4% |
| 10 | 4 | 2.7% |
| 9 | 6 | 4.1% |
| 8 | 7 | 4.8% |
| 7 | 30 | |
| 5 | 5 | 3.4% |
| 4 | 10 | 6.8% |
Attrition
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 147 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 2.3 KiB |
| EmployeeNumber | Age | DailyRate | DistanceFromHome | HourlyRate | MonthlyIncome | MonthlyRate | NumCompaniesWorked | PercentSalaryHike | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | BusinessTravel | Department | Education | EducationField | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | OverTime | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | WorkLifeBalance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EmployeeNumber | 1.000 | 0.004 | -0.137 | 0.063 | -0.017 | 0.110 | -0.060 | 0.007 | 0.098 | 0.068 | 0.127 | 0.106 | 0.075 | 0.037 | 0.072 | 0.182 | 0.000 | 0.000 | 0.114 | 0.057 | 0.000 | 0.151 | 0.060 | 0.087 | 0.000 | 0.000 | 0.270 | 0.000 | 0.186 | 0.000 | 0.000 |
| Age | 0.004 | 1.000 | -0.061 | 0.024 | 0.111 | 0.485 | -0.055 | 0.348 | -0.013 | 0.705 | 0.087 | 0.280 | 0.216 | 0.109 | 0.175 | 0.000 | 0.036 | 0.106 | 0.000 | 0.107 | 0.142 | 0.000 | 0.294 | 0.037 | 0.000 | 0.208 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| DailyRate | -0.137 | -0.061 | 1.000 | 0.045 | 0.017 | -0.033 | -0.056 | 0.130 | -0.035 | -0.045 | -0.081 | -0.010 | 0.009 | -0.224 | 0.010 | 0.109 | 0.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.000 | 0.057 | 0.000 | 0.110 | 0.171 | 0.169 | 0.160 | 0.051 | 0.146 | 0.000 |
| DistanceFromHome | 0.063 | 0.024 | 0.045 | 1.000 | 0.115 | 0.016 | 0.079 | -0.088 | 0.077 | -0.009 | 0.040 | 0.088 | 0.101 | -0.035 | 0.076 | 0.000 | 0.000 | 0.131 | 0.123 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.118 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 |
| HourlyRate | -0.017 | 0.111 | 0.017 | 0.115 | 1.000 | 0.112 | 0.033 | 0.192 | 0.066 | 0.148 | -0.086 | 0.030 | 0.064 | 0.143 | 0.020 | 0.000 | 0.111 | 0.104 | 0.000 | 0.000 | 0.124 | 0.000 | 0.000 | 0.051 | 0.096 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.100 |
| MonthlyIncome | 0.110 | 0.485 | -0.033 | 0.016 | 0.112 | 1.000 | -0.122 | 0.274 | -0.052 | 0.670 | -0.020 | 0.363 | 0.273 | 0.115 | 0.270 | 0.000 | 0.289 | 0.321 | 0.047 | 0.180 | 0.000 | 0.000 | 0.850 | 0.413 | 0.052 | 0.000 | 0.109 | 0.000 | 0.000 | 0.000 | 0.000 |
| MonthlyRate | -0.060 | -0.055 | -0.056 | 0.079 | 0.033 | -0.122 | 1.000 | -0.085 | -0.129 | -0.074 | 0.123 | 0.065 | 0.060 | 0.036 | 0.049 | 0.041 | 0.000 | 0.000 | 0.036 | 0.000 | 0.043 | 0.047 | 0.193 | 0.143 | 0.000 | 0.190 | 0.000 | 0.000 | 0.000 | 0.000 | 0.173 |
| NumCompaniesWorked | 0.007 | 0.348 | 0.130 | -0.088 | 0.192 | 0.274 | -0.085 | 1.000 | 0.011 | 0.358 | -0.136 | -0.151 | -0.145 | -0.128 | -0.142 | 0.000 | 0.000 | 0.074 | 0.000 | 0.000 | 0.000 | 0.066 | 0.167 | 0.185 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| PercentSalaryHike | 0.098 | -0.013 | -0.035 | 0.077 | 0.066 | -0.052 | -0.129 | 0.011 | 1.000 | -0.004 | 0.038 | -0.096 | -0.092 | -0.032 | -0.043 | 0.141 | 0.000 | 0.122 | 0.000 | 0.000 | 0.196 | 0.139 | 0.000 | 0.000 | 0.072 | 0.020 | 0.023 | 0.972 | 0.118 | 0.080 | 0.000 |
| TotalWorkingYears | 0.068 | 0.705 | -0.045 | -0.009 | 0.148 | 0.670 | -0.074 | 0.358 | -0.004 | 1.000 | 0.053 | 0.567 | 0.493 | 0.155 | 0.445 | 0.000 | 0.086 | 0.143 | 0.029 | 0.000 | 0.080 | 0.000 | 0.544 | 0.273 | 0.134 | 0.181 | 0.167 | 0.000 | 0.046 | 0.027 | 0.000 |
| TrainingTimesLastYear | 0.127 | 0.087 | -0.081 | 0.040 | -0.086 | -0.020 | 0.123 | -0.136 | 0.038 | 0.053 | 1.000 | 0.019 | -0.006 | 0.074 | -0.011 | 0.076 | 0.000 | 0.080 | 0.056 | 0.000 | 0.000 | 0.017 | 0.025 | 0.118 | 0.030 | 0.123 | 0.190 | 0.000 | 0.012 | 0.000 | 0.000 |
| YearsAtCompany | 0.106 | 0.280 | -0.010 | 0.088 | 0.030 | 0.363 | 0.065 | -0.151 | -0.096 | 0.567 | 0.019 | 1.000 | 0.902 | 0.351 | 0.823 | 0.000 | 0.111 | 0.000 | 0.000 | 0.119 | 0.000 | 0.000 | 0.323 | 0.207 | 0.043 | 0.189 | 0.000 | 0.037 | 0.116 | 0.000 | 0.097 |
| YearsInCurrentRole | 0.075 | 0.216 | 0.009 | 0.101 | 0.064 | 0.273 | 0.060 | -0.145 | -0.092 | 0.493 | -0.006 | 0.902 | 1.000 | 0.415 | 0.771 | 0.129 | 0.000 | 0.000 | 0.000 | 0.028 | 0.221 | 0.114 | 0.169 | 0.072 | 0.000 | 0.235 | 0.000 | 0.000 | 0.000 | 0.105 | 0.000 |
| YearsSinceLastPromotion | 0.037 | 0.109 | -0.224 | -0.035 | 0.143 | 0.115 | 0.036 | -0.128 | -0.032 | 0.155 | 0.074 | 0.351 | 0.415 | 1.000 | 0.336 | 0.043 | 0.110 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.296 | 0.177 | 0.056 | 0.153 | 0.142 | 0.095 | 0.000 | 0.000 | 0.000 |
| YearsWithCurrManager | 0.072 | 0.175 | 0.010 | 0.076 | 0.020 | 0.270 | 0.049 | -0.142 | -0.043 | 0.445 | -0.011 | 0.823 | 0.771 | 0.336 | 1.000 | 0.114 | 0.088 | 0.000 | 0.074 | 0.089 | 0.000 | 0.000 | 0.192 | 0.068 | 0.000 | 0.170 | 0.000 | 0.215 | 0.000 | 0.094 | 0.000 |
| BusinessTravel | 0.182 | 0.000 | 0.109 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.141 | 0.000 | 0.076 | 0.000 | 0.129 | 0.043 | 0.114 | 1.000 | 0.100 | 0.064 | 0.072 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.083 | 0.000 | 0.000 | 0.046 | 0.000 |
| Department | 0.000 | 0.036 | 0.000 | 0.000 | 0.111 | 0.289 | 0.000 | 0.000 | 0.000 | 0.086 | 0.000 | 0.111 | 0.000 | 0.110 | 0.088 | 0.100 | 1.000 | 0.148 | 0.538 | 0.121 | 0.000 | 0.000 | 0.291 | 0.885 | 0.000 | 0.085 | 0.000 | 0.000 | 0.041 | 0.161 | 0.152 |
| Education | 0.000 | 0.106 | 0.000 | 0.131 | 0.104 | 0.321 | 0.000 | 0.074 | 0.122 | 0.143 | 0.080 | 0.000 | 0.000 | 0.000 | 0.000 | 0.064 | 0.148 | 1.000 | 0.081 | 0.000 | 0.060 | 0.000 | 0.165 | 0.136 | 0.117 | 0.000 | 0.149 | 0.093 | 0.037 | 0.000 | 0.000 |
| EducationField | 0.114 | 0.000 | 0.000 | 0.123 | 0.000 | 0.047 | 0.036 | 0.000 | 0.000 | 0.029 | 0.056 | 0.000 | 0.000 | 0.000 | 0.074 | 0.072 | 0.538 | 0.081 | 1.000 | 0.098 | 0.115 | 0.014 | 0.041 | 0.283 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 |
| EnvironmentSatisfaction | 0.057 | 0.107 | 0.092 | 0.000 | 0.000 | 0.180 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.119 | 0.028 | 0.000 | 0.089 | 0.000 | 0.121 | 0.000 | 0.098 | 1.000 | 0.000 | 0.000 | 0.113 | 0.000 | 0.156 | 0.115 | 0.103 | 0.000 | 0.091 | 0.000 | 0.000 |
| Gender | 0.000 | 0.142 | 0.000 | 0.000 | 0.124 | 0.000 | 0.043 | 0.000 | 0.196 | 0.080 | 0.000 | 0.000 | 0.221 | 0.000 | 0.000 | 0.076 | 0.000 | 0.060 | 0.115 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.183 | 0.138 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| JobInvolvement | 0.151 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.066 | 0.139 | 0.000 | 0.017 | 0.000 | 0.114 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 1.000 | 0.000 | 0.082 | 0.015 | 0.208 | 0.000 | 0.000 | 0.000 | 0.213 | 0.043 |
| JobLevel | 0.060 | 0.294 | 0.057 | 0.000 | 0.000 | 0.850 | 0.193 | 0.167 | 0.000 | 0.544 | 0.025 | 0.323 | 0.169 | 0.296 | 0.192 | 0.000 | 0.291 | 0.165 | 0.041 | 0.113 | 0.000 | 0.000 | 1.000 | 0.559 | 0.000 | 0.110 | 0.153 | 0.000 | 0.000 | 0.000 | 0.094 |
| JobRole | 0.087 | 0.037 | 0.000 | 0.000 | 0.051 | 0.413 | 0.143 | 0.185 | 0.000 | 0.273 | 0.118 | 0.207 | 0.072 | 0.177 | 0.068 | 0.000 | 0.885 | 0.136 | 0.283 | 0.000 | 0.000 | 0.082 | 0.559 | 1.000 | 0.000 | 0.131 | 0.000 | 0.124 | 0.000 | 0.158 | 0.188 |
| JobSatisfaction | 0.000 | 0.000 | 0.110 | 0.118 | 0.096 | 0.052 | 0.000 | 0.000 | 0.072 | 0.134 | 0.030 | 0.043 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 0.156 | 0.183 | 0.015 | 0.000 | 0.000 | 1.000 | 0.073 | 0.000 | 0.087 | 0.000 | 0.000 | 0.000 |
| MaritalStatus | 0.000 | 0.208 | 0.171 | 0.062 | 0.000 | 0.000 | 0.190 | 0.000 | 0.020 | 0.181 | 0.123 | 0.189 | 0.235 | 0.153 | 0.170 | 0.076 | 0.085 | 0.000 | 0.000 | 0.115 | 0.138 | 0.208 | 0.110 | 0.131 | 0.073 | 1.000 | 0.116 | 0.000 | 0.000 | 0.575 | 0.000 |
| OverTime | 0.270 | 0.000 | 0.169 | 0.000 | 0.000 | 0.109 | 0.000 | 0.000 | 0.023 | 0.167 | 0.190 | 0.000 | 0.000 | 0.142 | 0.000 | 0.083 | 0.000 | 0.149 | 0.000 | 0.103 | 0.000 | 0.000 | 0.153 | 0.000 | 0.000 | 0.116 | 1.000 | 0.000 | 0.000 | 0.025 | 0.156 |
| PerformanceRating | 0.000 | 0.000 | 0.160 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.972 | 0.000 | 0.000 | 0.037 | 0.000 | 0.095 | 0.215 | 0.000 | 0.000 | 0.093 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.124 | 0.087 | 0.000 | 0.000 | 1.000 | 0.144 | 0.081 | 0.000 |
| RelationshipSatisfaction | 0.186 | 0.000 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.118 | 0.046 | 0.012 | 0.116 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.037 | 0.027 | 0.091 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.144 | 1.000 | 0.000 | 0.000 |
| StockOptionLevel | 0.000 | 0.000 | 0.146 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.080 | 0.027 | 0.000 | 0.000 | 0.105 | 0.000 | 0.094 | 0.046 | 0.161 | 0.000 | 0.000 | 0.000 | 0.000 | 0.213 | 0.000 | 0.158 | 0.000 | 0.575 | 0.025 | 0.081 | 0.000 | 1.000 | 0.123 |
| WorkLifeBalance | 0.000 | 0.000 | 0.000 | 0.084 | 0.100 | 0.000 | 0.173 | 0.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.000 | 0.000 | 0.000 | 0.000 | 0.152 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.094 | 0.188 | 0.000 | 0.000 | 0.156 | 0.000 | 0.000 | 0.123 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| EmployeeNumber | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Attrition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1323 | 100000 | 35.0 | Travel_Rarely | 1343.0 | Research & Development | 27.0 | 1.0 | Medical | 1.0 | 3.0 | Female | 53.0 | 2.0 | 1.0 | Research Scientist | 1.0 | Single | 2559.0 | 17852.0 | 1.0 | Y | No | 11.0 | 3.0 | 4.0 | 80.0 | 0.0 | 6.0 | 3.0 | 2.0 | 6.0 | 5.0 | 1.0 | 1.0 | NaN |
| 1324 | 100001 | 27.0 | Travel_Rarely | 1220.0 | Research & Development | 5.0 | 3.0 | Life Sciences | 1.0 | 3.0 | Female | 85.0 | 3.0 | 1.0 | Research Scientist | 2.0 | Single | 2478.0 | 20938.0 | 1.0 | Y | Yes | 12.0 | 3.0 | 2.0 | 80.0 | 0.0 | 4.0 | 2.0 | 2.0 | 4.0 | 3.0 | 1.0 | 2.0 | NaN |
| 1325 | 100002 | 24.0 | Travel_Rarely | 1476.0 | Sales | 4.0 | 1.0 | Medical | 1.0 | 4.0 | Female | 42.0 | 3.0 | 2.0 | Sales Executive | 3.0 | Married | 4162.0 | 15211.0 | 1.0 | Y | Yes | 12.0 | 3.0 | 3.0 | 80.0 | 2.0 | 5.0 | 3.0 | 3.0 | 5.0 | 4.0 | 0.0 | 3.0 | NaN |
| 1326 | 100003 | 37.0 | Non-Travel | 142.0 | Sales | 9.0 | 4.0 | Medical | 1.0 | 1.0 | Male | 69.0 | 3.0 | 3.0 | Sales Executive | 2.0 | Divorced | 8834.0 | 24666.0 | 1.0 | Y | No | 13.0 | 3.0 | 4.0 | 80.0 | 1.0 | 9.0 | 6.0 | 3.0 | 9.0 | 5.0 | 7.0 | 7.0 | NaN |
| 1327 | 100004 | 33.0 | Travel_Rarely | 527.0 | Research & Development | 1.0 | 4.0 | Other | 1.0 | 4.0 | Male | 63.0 | 3.0 | 1.0 | Research Scientist | 4.0 | Single | 2686.0 | 5207.0 | 1.0 | Y | Yes | 13.0 | 3.0 | 3.0 | 80.0 | 0.0 | 10.0 | 2.0 | 2.0 | 10.0 | 9.0 | 7.0 | 8.0 | NaN |
| 1328 | 100005 | 38.0 | Travel_Rarely | 723.0 | Sales | 2.0 | 4.0 | Marketing | 1.0 | 2.0 | Female | 77.0 | 1.0 | 2.0 | Sales Representative | 4.0 | Married | 5405.0 | 4244.0 | 2.0 | Y | Yes | 20.0 | 4.0 | 1.0 | 80.0 | 2.0 | 20.0 | 4.0 | 2.0 | 4.0 | 2.0 | 0.0 | 3.0 | NaN |
| 1329 | 100006 | 39.0 | Travel_Frequently | 766.0 | Sales | 20.0 | 3.0 | Life Sciences | 1.0 | 3.0 | Male | 83.0 | 3.0 | 2.0 | Sales Executive | 4.0 | Divorced | 4127.0 | 19188.0 | 2.0 | Y | No | 18.0 | 3.0 | 4.0 | 80.0 | 1.0 | 7.0 | 6.0 | 3.0 | 2.0 | 1.0 | 2.0 | 2.0 | NaN |
| 1330 | 100007 | 30.0 | Travel_Rarely | 1358.0 | Sales | 16.0 | 1.0 | Life Sciences | 1.0 | 4.0 | Male | 96.0 | 3.0 | 2.0 | Sales Executive | 3.0 | Married | 5301.0 | 2939.0 | 8.0 | Y | No | 15.0 | 3.0 | 3.0 | 80.0 | 2.0 | 4.0 | 2.0 | 2.0 | 2.0 | 1.0 | 2.0 | 2.0 | NaN |
| 1331 | 100008 | 35.0 | Travel_Rarely | 1370.0 | Research & Development | 27.0 | 4.0 | Life Sciences | 1.0 | 4.0 | Male | 49.0 | 3.0 | 2.0 | Manufacturing Director | 3.0 | Married | 6883.0 | 5151.0 | 2.0 | Y | No | 16.0 | 3.0 | 2.0 | 80.0 | 1.0 | 17.0 | 3.0 | 3.0 | 7.0 | 7.0 | 0.0 | 7.0 | NaN |
| 1332 | 100009 | 56.0 | Travel_Rarely | 718.0 | Research & Development | 4.0 | 4.0 | Technical Degree | 1.0 | 4.0 | Female | 92.0 | 3.0 | 5.0 | Manager | 1.0 | Divorced | 19943.0 | 18575.0 | 4.0 | Y | No | 13.0 | 3.0 | 4.0 | 80.0 | 1.0 | 28.0 | 2.0 | 3.0 | 5.0 | 2.0 | 4.0 | 2.0 | NaN |
| EmployeeNumber | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Attrition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460 | 100137 | 35.0 | Travel_Rarely | 538.0 | Research & Development | 25.0 | 2.0 | Other | 1.0 | 1.0 | Male | 54.0 | 2.0 | 2.0 | Laboratory Technician | 4.0 | Single | 3681.0 | 14004.0 | 4.0 | Y | No | 14.0 | 3.0 | 4.0 | 80.0 | 0.0 | 9.0 | 3.0 | 3.0 | 3.0 | 2.0 | 0.0 | 2.0 | NaN |
| 1461 | 100138 | 29.0 | Travel_Rarely | 1210.0 | Sales | 2.0 | 3.0 | Medical | 1.0 | 1.0 | Male | 78.0 | 2.0 | 2.0 | Sales Executive | 2.0 | Married | 6644.0 | 3687.0 | 2.0 | Y | No | 19.0 | 3.0 | 2.0 | 80.0 | 2.0 | 10.0 | 2.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | NaN |
| 1462 | 100139 | 25.0 | Travel_Rarely | 266.0 | Research & Development | 1.0 | 3.0 | Medical | 1.0 | 4.0 | Female | 40.0 | 3.0 | 1.0 | Research Scientist | 2.0 | Single | 2096.0 | 18830.0 | 1.0 | Y | No | 18.0 | 3.0 | 4.0 | 80.0 | 0.0 | 2.0 | 3.0 | 2.0 | 2.0 | 2.0 | 2.0 | 1.0 | NaN |
| 1463 | 100140 | 55.0 | Travel_Rarely | 725.0 | Research & Development | 2.0 | 3.0 | Medical | 1.0 | 4.0 | Male | 78.0 | 3.0 | 5.0 | Manager | 1.0 | Married | 19859.0 | 21199.0 | 5.0 | Y | Yes | 13.0 | 3.0 | 4.0 | 80.0 | 1.0 | 24.0 | 2.0 | 3.0 | 5.0 | 2.0 | 1.0 | 4.0 | NaN |
| 1464 | 100141 | 37.0 | Travel_Rarely | 921.0 | Research & Development | 10.0 | 3.0 | Medical | 1.0 | 3.0 | Female | 98.0 | 3.0 | 1.0 | Laboratory Technician | 1.0 | Married | 3452.0 | 17663.0 | 6.0 | Y | No | 20.0 | 4.0 | 2.0 | 80.0 | 1.0 | 17.0 | 3.0 | 3.0 | 5.0 | 4.0 | 0.0 | 3.0 | NaN |
| 1465 | 100142 | 35.0 | Non-Travel | 208.0 | Research & Development | 8.0 | 4.0 | Life Sciences | 1.0 | 3.0 | Female | 52.0 | 3.0 | 2.0 | Healthcare Representative | 3.0 | Married | 4148.0 | 12250.0 | 1.0 | Y | No | 12.0 | 3.0 | 4.0 | 80.0 | 1.0 | 15.0 | 5.0 | 3.0 | 14.0 | 11.0 | 2.0 | 9.0 | NaN |
| 1466 | 100143 | 41.0 | Travel_Rarely | 582.0 | Research & Development | 28.0 | 4.0 | Life Sciences | 1.0 | 1.0 | Female | 60.0 | 2.0 | 4.0 | Manufacturing Director | 2.0 | Married | 13570.0 | 5640.0 | 0.0 | Y | No | 23.0 | 4.0 | 3.0 | 80.0 | 1.0 | 21.0 | 3.0 | 3.0 | 20.0 | 7.0 | 0.0 | 10.0 | NaN |
| 1467 | 100144 | 42.0 | Travel_Rarely | 1396.0 | Research & Development | 6.0 | 3.0 | Medical | 1.0 | 3.0 | Male | 83.0 | 3.0 | 3.0 | Research Director | 1.0 | Married | 13348.0 | 14842.0 | 9.0 | Y | No | 13.0 | 3.0 | 2.0 | 80.0 | 1.0 | 18.0 | 3.0 | 4.0 | 13.0 | 7.0 | 5.0 | 7.0 | NaN |
| 1468 | 100145 | 44.0 | Travel_Rarely | 621.0 | Research & Development | 15.0 | 3.0 | Medical | 1.0 | 1.0 | Female | 73.0 | 3.0 | 3.0 | Healthcare Representative | 4.0 | Married | 7978.0 | 14075.0 | 1.0 | Y | No | 11.0 | 3.0 | 4.0 | 80.0 | 1.0 | 10.0 | 2.0 | 3.0 | 10.0 | 7.0 | 0.0 | 5.0 | NaN |
| 1469 | 100146 | 44.0 | Non-Travel | 381.0 | Research & Development | 24.0 | 3.0 | Medical | 1.0 | 1.0 | Male | 49.0 | 1.0 | 1.0 | Laboratory Technician | 3.0 | Single | 3708.0 | 2104.0 | 2.0 | Y | No | 14.0 | 3.0 | 3.0 | 80.0 | 0.0 | 9.0 | 5.0 | 3.0 | 5.0 | 2.0 | 1.0 | 4.0 | NaN |